Method and apparatus for performing horizontal federated learning

Abstract

The present disclosure discloses a method for federated learning, including: requesting, by a target application, a user to provide a federated learning data access right to access privacy data; calling, by the target application, a unified federated learning service (UnifiedFED) application to perform horizontal federated learning, acquiring, by the UnifiedFED application, the privacy data isolated from the target application according to the federated learning data access right, receiving, by the UnifiedFED application, non-privacy data from the target application, and providing, by the UnifiedFED application, the privacy data and the non-privacy data to an artificial intelligence (AI) model for federated learning training.